MCP Server Quality Scores

Independent quality analysis of 69224 public MCP servers

69224
Discovered
→
33895
Scored
→
2112
Verified
→
16953
Complete

Last updated 2 hours ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
49101
Pan-Robotics
bus-mcp Claim
MCP server for Raspberry Pi peripheral bus access, enabling AI agents to intera…
— ○ ⏳ — N/A N/A — — —
49102
cameroncooke
A Model Context Protocol (MCP) server that provides Xcode-related tools for int…
— ○ ⏳ — N/A N/A — 95 —
49103
wyre-technology
atera-mcp Claim
MCP server for the Atera RMM API. Implements a decision tree architecture for e…
— ○ ⏳ — — — — — —
49104
danielberhane
Bridges AI models with 24 years of Global Forest Watch data across 165+ countri…
— ○ ⏳ — N/A N/A — 95 —
49105
inspizzz
MCP server for interacting with cloud deployments of Jetbrains Datalore platfor…
— ○ ⏳ — — — — 81 —
49106
charliecpeterson
edamcp Claim
An MCP server for Exploratory Data Analysis that automatically profiles dataset…
— ○ ⏳ — N/A N/A — — —
49107
Agentic-Private-Office
Family Office Knowledge Graph: read-only MCP door over the public record. Agent…
— ○ ⏳ — — — — — —
49108
egargale
An MCP proxy server that enriches Longbridge's financial API with UI-enhanced t…
— ○ ⏳ — — — — — —
49109
found402
Permission Guard — validates an agent's requested action against its defined sc…
— ○ ⏳ — — — — 81 —
49110
leMaur
MCP server that provides access to Livewire Flux components and layouts documen…
— ○ ⏳ — — — — — —
49111
raisiqueira
A Model Context Protocol (MCP) server for Django applications, inspired by Lara…
— ○ ⏳ — N/A N/A — 95 —
49112
PierrunoYT
Enables high-quality image generation with advanced text rendering and contextu…
— ○ ⏳ — — — — 81 —
49113
gondola-ai
Compare cash vs points on hotels, flights, and cars. Checkout supported hotels …
— ○ ⏳ — — — — — —
49114
dcaelopre
Enables reading of Aprimo DAM asset metadata, fields, and files through the Apr…
— ○ ⏳ — — — — — —
49115
Rootly-AI-Labs
MCP server for On-Call Health burnout analysis. Connects AI assistants to your …
— ○ ⏳ — — — — — —
49116
compound-technologies
Summer Claim 1
Telehealth support for Claude, Codex and Cursor: investigate cases and connect …
— ○ ⏳ — — — — 67 —
49117
fprochazka
libsrc Claim
Resolves project dependencies and provides local source code paths for AI agent…
— ○ ⏳ — N/A N/A — 95 —
49118
chrisbusbin-pixel
debtfree Claim
Debt payoff calculator: snowball vs avalanche, minimum payment trap, extra-paym…
— ○ ⏳ — N/A N/A — — —
49119
velum-labs
Alma Atlas Claim
Enables AI agents to query live schema, lineage, and query-context across data …
— ○ ⏳ — N/A N/A — — —
49120
ai-gaoqian
agentmart Claim
First AI Agent e-commerce marketplace with 74+ AI products, MCP protocol, and A…
— ○ ⏳ — — — — — —
49121
TweedBeetle
npm dependency fitness: deprecated/yanked/superseded + verified safe migration …
— ○ ⏳ — N/A N/A — — —
49122
kevinnz
pretalx-mcp Claim
Local MCP server for pretalx that enables read-only access to events, submissio…
— ○ ⏳ — N/A N/A — 95 —
49123
NeoDrew
chromeflow Claim
Lets Claude Code or Codex CLI drive your real Chrome — sessions intact, 28 brow…
— ○ ⏳ — N/A N/A — — —
49124
peterkrueck
Enables Claude Code to consult Gemini for complex coding problems with session …
— ○ ⏳ — N/A N/A — — —
49125
KKonstantinov
graphql2mcp Claim
Convert GraphQL schemas and endpoints into Model Context Protocol (MCP) servers.
— ○ ⏳ — — — — — —
49126
frostyhand
Zero-trust gateway for AI agents: score tool calls, verify agent cards, enforce…
— ○ ⏳ — — — — — —
49127
shenmali
An open-source Python MCP server for AI-assisted interview preparation.
— ○ ⏳ — N/A N/A — — —
49128
dannyhertz
A Python-based MCP server demonstrating tools for math calculations, time retri…
— ○ ⏳ — — — — — —
49129
a13-team
A Node.js MCP server for filesystem operations with support for custom ignore f…
— ○ ⏳ — N/A N/A — — —
49130
zylalabs
zyla-api-hub Claim
API key for Zyla API Hub (7,500+ APIs). Get one at https://zylalabs.com
— ○ ⏳ — N/A N/A — 95 —
49131
garagon
Aguara MCP Claim
Security scanner for AI agent skills and MCP servers
— ○ ⏳ — N/A N/A — 95 —
49132
Skyrxin
11-scanner SAST/DAST MCP server with closed-loop remediation, SBOM/SARIF, and C…
— ○ ⏳ — N/A N/A — — —
49133
Orellius-Archive
Provides real-time visibility into Claude Pro and Max subscription usage limits…
— ○ ⏳ — N/A N/A — 95 —
49134
sevaepsteyn
Enables interaction with Ubiquiti UISP API for managing network devices, sites,…
— ○ ⏳ — — — — — —
49135
andrewchmr
Query your customer feedback: studies, themes, suggestions, tags, and sentiment…
— ○ ⏳ — — — — — —
49136
yopiesuryadi
Enables local automation of Adobe Lightroom Classic via the Model Context Proto…
— ○ ⏳ — N/A N/A — 95 —
49137
IbrahimKhaled19
backgen Claim
Generate Express.js backend projects with ORMs, auth, payments, and DevOps
— ○ ⏳ — N/A N/A — — —
49138
stroupp
ATR Healer Claim
MCP server for self-healing Selenide + Cucumber regression tests, using AI to f…
— ○ ⏳ — N/A N/A — — —
49139
LupinLin1
mail-mcp Claim
An MCP server for email operations supporting IMAP and SMTP protocols, enabling…
— ○ ⏳ — — — — — —
49140
Plong-Wasin
outlook-mcp Claim
MCP server for sending and managing Microsoft Outlook email via the Microsoft G…
— ○ ⏳ — — — — — —
49141
mastadoonprime
agent-memory Claim
Persistent, encrypted memory service for AI agents. Private vault with E2E encr…
— ○ ⏳ — — — — 81 —
49142
claudioscheer
A local MCP server that indexes codebases into Neo4j and provides tools for cod…
— ○ ⏳ — N/A N/A — — —
49143
tracegazer
clockify-mcp Claim
Clockify time-tracking MCP server: 112 tools across 18 domains (time entries, p…
— ○ ⏳ — — — — — —
49144
mediar-ai
Enables controlling macOS applications via accessibility APIs, supporting actio…
— ○ ⏳ — N/A N/A — — —
49145
ethos-zero
A local shared-memory MCP server for Claude, Codex, Hermes, and other MCP-aware…
— ○ ⏳ — N/A N/A — — —
49146
AsaiShota
x402-market Claim
Let AI agents pay-per-call for any HTTP API via x402 on Base mainnet. One tool:…
— ○ ⏳ — N/A N/A — — —
49147
prodline-ai
erp-mcp Claim
Exposes ERP data (production orders, inventory, BOM, customers) to any MCP clie…
— ○ ⏳ — — — — — —
49148
RNVizion
A deterministic identity and authorization layer for MCP servers that verifies …
— ○ ⏳ — — — — — —
49149
kesslerio
Attio CRM Claim
Streamline your Attio workflows using natural language to search, create, updat…
— ○ ⏳ — N/A N/A — 95 —
49150
finos
Provides direct access to AI governance framework documents, risks, and mitigat…
— ○ ⏳ — N/A N/A — — —
Showing 49101–49150 of 69224 servers
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